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18 changes: 13 additions & 5 deletions python/cutlass_cppgen/backend/compiler.py
Original file line number Diff line number Diff line change
Expand Up @@ -132,6 +132,11 @@ def CDLLBin(host_binary):
return host_lib


def set_get_params_signature(func, argtypes, param_size):
func.argtypes = argtypes
func.restype = ctypes.POINTER(ctypes.c_char * param_size)


class ArtifactManager:
"""
Artifact manager
Expand Down Expand Up @@ -183,7 +188,7 @@ def insert_operation(self, op_key, cubin, hostfile, op_name, op_attrs):
connection.commit()
cursor.close()

def load_operation(self, op_key, extra_funcs):
def load_operation(self, op_key, argtypes, extra_funcs):
connection = sqlite3.connect(CACHE_FILE)
cursor = connection.cursor()
sqlite_fetch_blob_query = """SELECT * from compiled_operations where op_key = ?"""
Expand All @@ -206,7 +211,7 @@ def load_operation(self, op_key, extra_funcs):

func_name = operation_name + "_get_params"
func = getattr(host_lib, func_name)
func.restype = ctypes.POINTER(ctypes.c_char * op_attr[0])
set_get_params_signature(func, argtypes, op_attr[0])
compiled_host_fns["get_args"] = func

func_name = operation_name + "_shared_memory_size"
Expand Down Expand Up @@ -384,7 +389,11 @@ def add_module(self, operations, compile_options=None, bypass_cache=False):
compiled_kernel = self.compiled_cache_device.get(key)

if compiled_kernel is None and not bypass_cache:
hit = self.load_operation(key, getattr( operation.rt_module, "extra_funcs", {}))
hit = self.load_operation(
key,
operation.rt_module.argtype,
getattr(operation.rt_module, "extra_funcs", {}),
)
if hit:
compiled_kernel = self.compiled_cache_device.get(key)
assert compiled_kernel is not None
Expand Down Expand Up @@ -428,8 +437,7 @@ def add_module(self, operations, compile_options=None, bypass_cache=False):

func_name = operation.name() + "_get_params"
func = getattr(host_lib, func_name)
func.argtype = operation.argtype
func.restype = ctypes.POINTER(ctypes.c_char * param_size)
set_get_params_signature(func, operation.argtype, param_size)
setattr(operation, "get_args", func)
compiled_host_fns["get_args"] = func

Expand Down
4 changes: 2 additions & 2 deletions python/cutlass_cppgen/backend/gemm_operation.py
Original file line number Diff line number Diff line change
Expand Up @@ -1459,8 +1459,8 @@ def __init__(self, operation: "GemmOperation"):
self.argtype = [ctypes.POINTER(self.argument_type), ctypes.c_int, ctypes.c_void_p]

def host_precompute(self, arguments, workspace_bytes):
self.precompute.argtype = [
self.argtype[0], ctypes.c_int, ctypes.c_longlong]
self.precompute.argtypes = [
self.argtype[0], ctypes.c_int, ctypes.c_size_t]
self.precompute.restype = ctypes.POINTER(ctypes.c_byte * workspace_bytes)

problem_info = self.precompute(
Expand Down
150 changes: 150 additions & 0 deletions test/python/cutlass/backend/test_ctypes_signature.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,150 @@
#################################################################################################
#
# Copyright (c) 2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: BSD-3-Clause
#
# Redistribution and use in source and binary forms, with or without
# modification, are permitted provided that the following conditions are met:
#
# 1. Redistributions of source code must retain the above copyright notice, this
# list of conditions and the following disclaimer.
#
# 2. Redistributions in binary form must reproduce the above copyright notice,
# this list of conditions and the following disclaimer in the documentation
# and/or other materials provided with the distribution.
#
# 3. Neither the name of the copyright holder nor the names of its
# contributors may be used to endorse or promote products derived from
# this software without specific prior written permission.
#
# THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
# AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
# IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
# DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
# FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
# DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
# SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
# CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
# OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
# OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
#
#################################################################################################

import ctypes
import importlib
import json
import types
import unittest
from unittest import mock

from cutlass_cppgen.backend.gemm_operation import GemmRTGrouped

compiler = importlib.import_module("cutlass_cppgen.backend.compiler")


class FakeCursor:
def __init__(self, record):
self.record = record

def execute(self, query, args):
pass

def fetchall(self):
return [self.record]

def close(self):
pass


class FakeConnection:
def __init__(self, record):
self.record = record

def cursor(self):
return FakeCursor(self.record)


class FakeFunction:
def __init__(self, result=None):
self.result = result

def __call__(self, *args):
return self.result


class FakeHostLibrary:
def __init__(self, operation_name, param_size):
self.get_params = FakeFunction()
self.shared_memory_size = FakeFunction(0)
setattr(self, f"{operation_name}_get_params", self.get_params)
setattr(self, f"{operation_name}_shared_memory_size", self.shared_memory_size)


class CtypesSignatureTest(unittest.TestCase):
def test_load_operation_sets_get_params_argtypes(self):
param_size = 32
operation_name = "test_operation"
cache_key = "cache-key"
argtypes = [ctypes.POINTER(ctypes.c_int), ctypes.c_void_p]
record = (
cache_key,
b"cubin",
b"hostbin",
operation_name,
json.dumps([param_size]),
)
host_lib = FakeHostLibrary(operation_name, param_size)
artifact_manager = compiler.ArtifactManager.__new__(compiler.ArtifactManager)
artifact_manager.compiled_cache_device = {}
artifact_manager.compiled_cache_host = {}

fake_cuda = types.SimpleNamespace(
CUresult=types.SimpleNamespace(CUDA_SUCCESS=0),
cuModuleLoadData=lambda cubin: (0, object()),
cuModuleGetFunction=lambda module, name: (0, object()),
)

with mock.patch.object(compiler, "cuda", fake_cuda), \
mock.patch.object(compiler.sqlite3, "connect", return_value=FakeConnection(record)), \
mock.patch.object(compiler, "CDLLBin", return_value=host_lib):
loaded = artifact_manager.load_operation(cache_key, argtypes, {})

self.assertTrue(loaded)
self.assertEqual(host_lib.get_params.argtypes, argtypes)
self.assertEqual(
host_lib.get_params.restype,
ctypes.POINTER(ctypes.c_char * param_size),
)
self.assertIs(
artifact_manager.compiled_cache_host[cache_key]["get_args"],
host_lib.get_params,
)

def test_grouped_host_precompute_uses_size_t_for_workspace_bytes(self):
workspace_bytes = 16
precompute_result = ctypes.pointer((ctypes.c_byte * workspace_bytes)())
precompute = FakeFunction(precompute_result)
rt_module = GemmRTGrouped.__new__(GemmRTGrouped)
rt_module.argtype = [ctypes.POINTER(ctypes.c_int), ctypes.c_int, ctypes.c_void_p]
rt_module.precompute = precompute
arguments = types.SimpleNamespace(arguments=ctypes.c_int(), total_tiles=7)

with mock.patch(
"cutlass_cppgen.backend.gemm_operation.todevice",
return_value=types.SimpleNamespace(ptr=1234),
):
device_ptr = rt_module.host_precompute(arguments, workspace_bytes)

self.assertEqual(device_ptr, 1234)
self.assertEqual(
precompute.argtypes,
[ctypes.POINTER(ctypes.c_int), ctypes.c_int, ctypes.c_size_t],
)
self.assertEqual(
precompute.restype,
ctypes.POINTER(ctypes.c_byte * workspace_bytes),
)


if __name__ == "__main__":
unittest.main()